Sam Buchanan
8 papers · 2019–2024 · 5 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Bronze 🏃 Academic Marathon · Sprint 🗺️ Taxonomy Completionist (13) 🐣 Hot Topic Early Bird 🌍 Conference Polyglot · Silver
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Keyword Pioneer
❓
The Questioner
(2)
Venues
Top co-authors
Research topics
Keywords
representation learning
(4)
sparse rate reduction
(2)
token compression
(2)
transformer architecture
(2)
neural network
(2)
neural tangent kernel
(2)
binary classification
(1)
manifold learning
(1)
model architecture
(1)
image reconstruction
(1)
scene reconstruction
(1)
gradient descent
(1)
diffusion model
(1)
proximal operator
(1)
convergence guarantee
(1)
inverse problem
(1)
deep neural network
(1)
generalization guarantee
(1)
radiance field
(1)
masked autoencoder
(1)
Papers
Masked Completion via Structured Diffusion with White-Box Transformers
ICLR 2024
What's in a Prior? Learned Proximal Networks for Inverse Problems
ICLR 2024
White-Box Transformers via Sparse Rate Reduction: Compression Is All There Is?
JMLR 2024
Canonical Factors for Hybrid Neural Fields
ICCV 2023
White-Box Transformers via Sparse Rate Reduction
NeurIPS 2023
Deep Networks and the Multiple Manifold Problem
ICLR 2021
Deep Networks Provably Classify Data on Curves
NeurIPS 2021
Efficient Dictionary Learning with Gradient Descent
ICML 2019